结合稀疏先验的DS-CDMA通信长码盲多用户检测

D. Overbye
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引用次数: 1

摘要

提出了一种补偿长码DS-CDMA通信盲多用户检测中复杂多径信道衰落的新方法。该系统采用结合独立成分分析(ICA)方法的检测器。随着用户扩展代码长度的增加,这种检测器的性能会下降。当通过一类稀疏先验进行补偿时,长码ICA神经网络检测器显示出较好的误码率性能。在某些情况下,长码检测器的性能接近短码检测器
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Incorporation of sparse priors in long-code blind multiuser detection for DS-CDMA communication
This paper presents a new method of compensating for complex multipath channel fading in blind multiuser detection for long-code DS-CDMA communication. The system employs detectors that incorporate methods of independent component analysis (ICA). Such detectors are subject to performance degradation as the length of the user spreading code increases. When compensated through a class of sparse priors, the long-code ICA neural network detectors displayed significantly better bit error rate performance. Performance of the long-code detectors approached that of the short-code detectors in some cases
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